[
  {
    "startMs": 12480,
    "text": "I'll be talking about my project"
  },
  {
    "startMs": 13920,
    "text": "loophole. And I'm actually a machine"
  },
  {
    "startMs": 16720,
    "text": "learning researcher at Morgan Stanley,"
  },
  {
    "startMs": 18480,
    "text": "but this has nothing to do with Morgan"
  },
  {
    "startMs": 20400,
    "text": "Stanley. This is just a open-source"
  },
  {
    "startMs": 22880,
    "text": "project I've been building for fun. And"
  },
  {
    "startMs": 25279,
    "text": "to give sort of the high level flavor to"
  },
  {
    "startMs": 27199,
    "text": "start, it's really this uh game you can"
  },
  {
    "startMs": 30320,
    "text": "play that's built on top of this"
  },
  {
    "startMs": 32880,
    "text": "adversarial agent framework. So you"
  },
  {
    "startMs": 35760,
    "text": "specify your morals, one agent codifies"
  },
  {
    "startMs": 38559,
    "text": "that into a legal system and then these"
  },
  {
    "startMs": 40879,
    "text": "two adversarial agents try to find"
  },
  {
    "startMs": 42800,
    "text": "contradictions in your morals. And"
  },
  {
    "startMs": 45040,
    "text": "lately I've been building different"
  },
  {
    "startMs": 46559,
    "text": "extensions on top. Um, but I wanted to,"
  },
  {
    "startMs": 50640,
    "text": "you know, start with sort of the origin"
  },
  {
    "startMs": 52320,
    "text": "story and and how I came up with this"
  },
  {
    "startMs": 54160,
    "text": "this idea. And so this really started,"
  },
  {
    "startMs": 57280,
    "text": "you know, a long time ago, I had sent my"
  },
  {
    "startMs": 59680,
    "text": "DNA into 23 and me for uh ancestry"
  },
  {
    "startMs": 63039,
    "text": "testing. Um, and I kept hearing about,"
  },
  {
    "startMs": 67040,
    "text": "you know, more recently how DNA samples"
  },
  {
    "startMs": 69920,
    "text": "can be used, of course, to help solve"
  },
  {
    "startMs": 71840,
    "text": "crimes and all these forensics and cold"
  },
  {
    "startMs": 74400,
    "text": "cases. And I was thinking about how I"
  },
  {
    "startMs": 76720,
    "text": "had sort of opted out of of everything"
  },
  {
    "startMs": 79040,
    "text": "because, you know, I was scared of the"
  },
  {
    "startMs": 80720,
    "text": "kind of slippery slope and and how my"
  },
  {
    "startMs": 82720,
    "text": "DNA would be used. Um,"
  },
  {
    "startMs": 86560,
    "text": "but you know, there there are certain"
  },
  {
    "startMs": 88640,
    "text": "cases that I would be okay with. And"
  },
  {
    "startMs": 90479,
    "text": "it's sort of interesting. I was thinking"
  },
  {
    "startMs": 92240,
    "text": "like, you know, if someone could present"
  },
  {
    "startMs": 94479,
    "text": "to me case by case, you know, we'll use"
  },
  {
    "startMs": 96799,
    "text": "your DNA to solve, you know, help solve"
  },
  {
    "startMs": 99040,
    "text": "this cold case or this murder. I could"
  },
  {
    "startMs": 100799,
    "text": "sort of say yes or no. and I know where"
  },
  {
    "startMs": 103360,
    "text": "the the definition of like the and the"
  },
  {
    "startMs": 105680,
    "text": "nuance of my morals are. Um, and but you"
  },
  {
    "startMs": 109840,
    "text": "know, of course, like enumerating all of"
  },
  {
    "startMs": 111680,
    "text": "this case by case is really sort of"
  },
  {
    "startMs": 114560,
    "text": "cognitively prohibitive. Like there's"
  },
  {
    "startMs": 116880,
    "text": "not a good way to do this currently."
  },
  {
    "startMs": 120399,
    "text": "And then I was thinking sort of more"
  },
  {
    "startMs": 121920,
    "text": "zoomed out that there's a lot of"
  },
  {
    "startMs": 123840,
    "text": "analogies to sort of the legal system as"
  },
  {
    "startMs": 126000,
    "text": "a whole. So, you know, one way to think"
  },
  {
    "startMs": 128399,
    "text": "of what a legal system is in our society"
  },
  {
    "startMs": 130640,
    "text": "is really just a way that we are trying"
  },
  {
    "startMs": 133120,
    "text": "to c codify our own moral beliefs. And I"
  },
  {
    "startMs": 136080,
    "text": "think sort of in a similar way like"
  },
  {
    "startMs": 138640,
    "text": "finding the true nuance of our morals"
  },
  {
    "startMs": 140879,
    "text": "and what the law should be as this"
  },
  {
    "startMs": 142959,
    "text": "really hard translation task. And I"
  },
  {
    "startMs": 145200,
    "text": "think often we kind of heir on the side"
  },
  {
    "startMs": 147440,
    "text": "of being too general because you know"
  },
  {
    "startMs": 150480,
    "text": "finding that nuance is really difficult"
  },
  {
    "startMs": 152560,
    "text": "and if you try to have a perfect"
  },
  {
    "startMs": 154640,
    "text": "translation it can we lead to these kind"
  },
  {
    "startMs": 156879,
    "text": "of weird corner cases or or weird"
  },
  {
    "startMs": 158879,
    "text": "failure modes and I even think kind of"
  },
  {
    "startMs": 161360,
    "text": "like peer-to-peer when we're relating to"
  },
  {
    "startMs": 164160,
    "text": "each other politically a lot of times"
  },
  {
    "startMs": 165920,
    "text": "the disagreements are more kind of"
  },
  {
    "startMs": 168480,
    "text": "fighting over core values which we don't"
  },
  {
    "startMs": 170480,
    "text": "really disagree on um instead of"
  },
  {
    "startMs": 172879,
    "text": "exploring the really nuanced"
  },
  {
    "startMs": 174800,
    "text": "points of our our morals and I think you"
  },
  {
    "startMs": 178080,
    "text": "know following that kind of broader"
  },
  {
    "startMs": 180080,
    "text": "legal example I think in the you know"
  },
  {
    "startMs": 182879,
    "text": "the English common law system that's why"
  },
  {
    "startMs": 185680,
    "text": "we sort of lean on case law so heavily"
  },
  {
    "startMs": 188080,
    "text": "because we know that finding this this"
  },
  {
    "startMs": 191040,
    "text": "nuance and these nuance boundaries is"
  },
  {
    "startMs": 192879,
    "text": "difficult and so we kind of rely on"
  },
  {
    "startMs": 195760,
    "text": "smart judging to interpret and apply the"
  },
  {
    "startMs": 198560,
    "text": "law um correctly and you know of course"
  },
  {
    "startMs": 201280,
    "text": "even with like the Supreme Court things"
  },
  {
    "startMs": 202959,
    "text": "can get elevated and we can decide"
  },
  {
    "startMs": 205040,
    "text": "whether a law is valid at all. Um and so"
  },
  {
    "startMs": 209519,
    "text": "that was sort of you know the idea is"
  },
  {
    "startMs": 211519,
    "text": "like can you take your morals and can"
  },
  {
    "startMs": 213840,
    "text": "you do this kind of synthetic case law"
  },
  {
    "startMs": 216319,
    "text": "generation. So you know um this is"
  },
  {
    "startMs": 220400,
    "text": "overwhelming to do by hand but it seems"
  },
  {
    "startMs": 222319,
    "text": "like the new generation of LLMs are"
  },
  {
    "startMs": 224480,
    "text": "finally sort of smart enough to do this"
  },
  {
    "startMs": 226640,
    "text": "kind of highle moral reasoning and so"
  },
  {
    "startMs": 229120,
    "text": "that was sort of the the the starting"
  },
  {
    "startMs": 231040,
    "text": "point for this game. Um, and I just want"
  },
  {
    "startMs": 234000,
    "text": "to take you through sort of the initial"
  },
  {
    "startMs": 235760,
    "text": "release of the game, the setup, how it"
  },
  {
    "startMs": 237599,
    "text": "works, and then also talk about some of"
  },
  {
    "startMs": 240080,
    "text": "the different branches I've been"
  },
  {
    "startMs": 241280,
    "text": "building on top of this open source"
  },
  {
    "startMs": 243040,
    "text": "project because I think it could go in"
  },
  {
    "startMs": 244640,
    "text": "some interesting directions. And so at a"
  },
  {
    "startMs": 248000,
    "text": "high level, how the game works is you in"
  },
  {
    "startMs": 251360,
    "text": "natural language and this all happens."
  },
  {
    "startMs": 253120,
    "text": "It's sort of like a terminal based game."
  },
  {
    "startMs": 255439,
    "text": "You specify your morals and it could be"
  },
  {
    "startMs": 258079,
    "text": "uh your general morals or maybe about a"
  },
  {
    "startMs": 261120,
    "text": "specific subject and then there's one"
  },
  {
    "startMs": 263280,
    "text": "agent that takes those morals and drafts"
  },
  {
    "startMs": 265520,
    "text": "sort of a really rich legally codified"
  },
  {
    "startMs": 268479,
    "text": "legal system and then it just operates"
  },
  {
    "startMs": 270960,
    "text": "in this loop where one agent is"
  },
  {
    "startMs": 273919,
    "text": "instructed to try and find loopholes in"
  },
  {
    "startMs": 276160,
    "text": "your system. So something that is uh"
  },
  {
    "startMs": 278960,
    "text": "immoral but legal and another is uh"
  },
  {
    "startMs": 281680,
    "text": "prompted to find overreach. So things"
  },
  {
    "startMs": 283840,
    "text": "that are actually moral but illegal"
  },
  {
    "startMs": 285919,
    "text": "given your system. And a judging agent"
  },
  {
    "startMs": 288880,
    "text": "looks at the your morals the produced"
  },
  {
    "startMs": 291600,
    "text": "legal code and these sort of synthetic"
  },
  {
    "startMs": 293600,
    "text": "case law examples and first sees can it"
  },
  {
    "startMs": 296560,
    "text": "auto patch. So, like maybe the original"
  },
  {
    "startMs": 299680,
    "text": "draft of your your legal code sort of"
  },
  {
    "startMs": 302160,
    "text": "was an imperfect translation and there's"
  },
  {
    "startMs": 304720,
    "text": "not really a contradiction and it can"
  },
  {
    "startMs": 306479,
    "text": "just sort of autodo this update. Or"
  },
  {
    "startMs": 309360,
    "text": "maybe it's really kind of an"
  },
  {
    "startMs": 310720,
    "text": "underspecification of your morals um or"
  },
  {
    "startMs": 313759,
    "text": "some kind of contradiction in your"
  },
  {
    "startMs": 315280,
    "text": "morals and in that case it raises it to"
  },
  {
    "startMs": 317280,
    "text": "you as the user to sort of be the judge"
  },
  {
    "startMs": 319520,
    "text": "and make a determination."
  },
  {
    "startMs": 323039,
    "text": "Uh"
  },
  {
    "startMs": 324320,
    "text": ">> is it still on for you? It disappeared"
  },
  {
    "startMs": 325919,
    "text": "for me."
  },
  {
    "startMs": 347120,
    "text": "Okay. Um, so I know that, you know, if"
  },
  {
    "startMs": 350639,
    "text": "you I hope if you're curious about the"
  },
  {
    "startMs": 352400,
    "text": "game, you'll play it. It's all on"
  },
  {
    "startMs": 354000,
    "text": "GitHub. But I just wanted to show some"
  },
  {
    "startMs": 355680,
    "text": "examples. And this is a lot of text. So"
  },
  {
    "startMs": 357440,
    "text": "it's more about just showing the kind of"
  },
  {
    "startMs": 359520,
    "text": "shape of the the input and output. So"
  },
  {
    "startMs": 362000,
    "text": "this is sort of how you would provide"
  },
  {
    "startMs": 363360,
    "text": "your input. And going back to the DNA"
  },
  {
    "startMs": 366000,
    "text": "example, you might you know specify some"
  },
  {
    "startMs": 368800,
    "text": "number of of moral principles. And then"
  },
  {
    "startMs": 371440,
    "text": "the sort of codified legal system again"
  },
  {
    "startMs": 373759,
    "text": "just kind of looking at the shape has"
  },
  {
    "startMs": 375280,
    "text": "this really like legal ease, you know,"
  },
  {
    "startMs": 377440,
    "text": "preamble articles uh sections really"
  },
  {
    "startMs": 380880,
    "text": "trying to be uh you know write it in"
  },
  {
    "startMs": 383039,
    "text": "precise legal language. And then these"
  },
  {
    "startMs": 385840,
    "text": "the different kind of synthetic case"
  },
  {
    "startMs": 388639,
    "text": "laws get suggested. So in this case it's"
  },
  {
    "startMs": 391520,
    "text": "talking about this is a loophole it"
  },
  {
    "startMs": 393280,
    "text": "found where an insurance company um"
  },
  {
    "startMs": 396639,
    "text": "trained a predicted machine learning"
  },
  {
    "startMs": 398160,
    "text": "model not on your DNA but on artifacts"
  },
  {
    "startMs": 400479,
    "text": "of the DNA. And so it's saying you know"
  },
  {
    "startMs": 402960,
    "text": "this is actually immoral but currently"
  },
  {
    "startMs": 405039,
    "text": "legal given your system. And in this"
  },
  {
    "startMs": 407280,
    "text": "case, it's it found that it could do"
  },
  {
    "startMs": 409120,
    "text": "sort of this auto patching and then you"
  },
  {
    "startMs": 411360,
    "text": "get this sort of like get style"
  },
  {
    "startMs": 413360,
    "text": "difference of of your original legal"
  },
  {
    "startMs": 415759,
    "text": "system and then the the difference it"
  },
  {
    "startMs": 417600,
    "text": "had to make to ensure you know this was"
  },
  {
    "startMs": 420000,
    "text": "consistent with your morals."
  },
  {
    "startMs": 422319,
    "text": "And then this is a an example of"
  },
  {
    "startMs": 424240,
    "text": "overreach and in this case it found that"
  },
  {
    "startMs": 426240,
    "text": "it couldn't do the auto patch. It's"
  },
  {
    "startMs": 428080,
    "text": "talking about, you know, someone submits"
  },
  {
    "startMs": 430240,
    "text": "their DNA for uh genetic research, but"
  },
  {
    "startMs": 433360,
    "text": "the researcher finds they have a rare"
  },
  {
    "startMs": 435199,
    "text": "but treatable genetic disorder. Uh but"
  },
  {
    "startMs": 438400,
    "text": "currently your morals kind of say this"
  },
  {
    "startMs": 440639,
    "text": "shouldn't be allowed that they could"
  },
  {
    "startMs": 442000,
    "text": "disclose this disease to the the person"
  },
  {
    "startMs": 444880,
    "text": "submitting. And so this was raised to"
  },
  {
    "startMs": 446479,
    "text": "the user to me to kind of make a"
  },
  {
    "startMs": 448240,
    "text": "judgment. And then similarly, when you"
  },
  {
    "startMs": 450319,
    "text": "make the judgment, you get this this"
  },
  {
    "startMs": 452240,
    "text": "patch legal system. And so, you know,"
  },
  {
    "startMs": 455520,
    "text": "it's just sort of a a fun game and I"
  },
  {
    "startMs": 457840,
    "text": "posted on Twitter and shared it open"
  },
  {
    "startMs": 460479,
    "text": "source on GitHub. And for me at least,"
  },
  {
    "startMs": 462880,
    "text": "it was by far the most viral post I've"
  },
  {
    "startMs": 466000,
    "text": "had. And it sort of made me think like I"
  },
  {
    "startMs": 468479,
    "text": "think a lot of people just said it was"
  },
  {
    "startMs": 469840,
    "text": "sort of fun. You could stress test your"
  },
  {
    "startMs": 471759,
    "text": "morals, see if you have any interesting"
  },
  {
    "startMs": 473599,
    "text": "contradictions. But it also made me"
  },
  {
    "startMs": 475759,
    "text": "think, you know, is there maybe"
  },
  {
    "startMs": 477120,
    "text": "something more here? like could this be"
  },
  {
    "startMs": 480160,
    "text": "um you know have more like practical or"
  },
  {
    "startMs": 482240,
    "text": "bigger scope implications and so I'll"
  },
  {
    "startMs": 485199,
    "text": "just talk about three different branches"
  },
  {
    "startMs": 486879,
    "text": "I'm kind of exploring um the first and"
  },
  {
    "startMs": 490639,
    "text": "sort of leave leaving the legal area and"
  },
  {
    "startMs": 494160,
    "text": "really more practical is thinking about"
  },
  {
    "startMs": 496160,
    "text": "sort of an auto way to make"
  },
  {
    "startMs": 497599,
    "text": "constitutions for chat bots or really"
  },
  {
    "startMs": 500400,
    "text": "you know for agents in general where you"
  },
  {
    "startMs": 503039,
    "text": "know say you're a company and you want"
  },
  {
    "startMs": 504720,
    "text": "to have a um agent or chatbot that's"
  },
  {
    "startMs": 508639,
    "text": "customerf facing and you want it to sort"
  },
  {
    "startMs": 510560,
    "text": "of adhere to a moral code but also have"
  },
  {
    "startMs": 513279,
    "text": "things it will and will not talk about."
  },
  {
    "startMs": 515760,
    "text": "Um I've kind of in one branch formulated"
  },
  {
    "startMs": 519200,
    "text": "it so you in a similar way write your"
  },
  {
    "startMs": 522080,
    "text": "morals. You write what the chatbot"
  },
  {
    "startMs": 524080,
    "text": "should and not talk about and then it"
  },
  {
    "startMs": 526320,
    "text": "tries to write this codified system"
  },
  {
    "startMs": 528160,
    "text": "prompt and then you have these kind of"
  },
  {
    "startMs": 529920,
    "text": "adversarial agents trying to get it to"
  },
  {
    "startMs": 532480,
    "text": "either talk about something it shouldn't"
  },
  {
    "startMs": 534240,
    "text": "or refuse to talk about something it"
  },
  {
    "startMs": 536160,
    "text": "should. And I see it as this sort of"
  },
  {
    "startMs": 538080,
    "text": "analogy or analogous method to GEA um"
  },
  {
    "startMs": 541519,
    "text": "but really aimed at kind of building"
  },
  {
    "startMs": 543200,
    "text": "these codified system prompts."
  },
  {
    "startMs": 547120,
    "text": "The uh second use case that I'm I'm"
  },
  {
    "startMs": 550240,
    "text": "particularly interested in is thinking"
  },
  {
    "startMs": 552000,
    "text": "of it as a way to sort of do more ad hoc"
  },
  {
    "startMs": 555360,
    "text": "or decentralized contracts. So I think"
  },
  {
    "startMs": 558240,
    "text": "in in a simple case say like you can"
  },
  {
    "startMs": 562080,
    "text": "specify how you want your data or"
  },
  {
    "startMs": 564720,
    "text": "privacy to be handled online and you can"
  },
  {
    "startMs": 567360,
    "text": "go through this sort of adversarial game"
  },
  {
    "startMs": 569200,
    "text": "to get this codified legal system of how"
  },
  {
    "startMs": 571920,
    "text": "you want your your data handled and if"
  },
  {
    "startMs": 574160,
    "text": "you go to you know say Apple releases a"
  },
  {
    "startMs": 576560,
    "text": "new terms of service or something you"
  },
  {
    "startMs": 578800,
    "text": "can run the um contradictions between"
  },
  {
    "startMs": 582720,
    "text": "your legal system and between Apple's"
  },
  {
    "startMs": 584560,
    "text": "terms of service and like surface any"
  },
  {
    "startMs": 587279,
    "text": "interesting contradictions or like"
  },
  {
    "startMs": 589839,
    "text": "synthetic cases where this would lead to"
  },
  {
    "startMs": 592959,
    "text": "a difference between how you know your"
  },
  {
    "startMs": 595120,
    "text": "morals, what you want and what the"
  },
  {
    "startMs": 596640,
    "text": "company is doing. And you know in the"
  },
  {
    "startMs": 598560,
    "text": "case that it's a big company, maybe you"
  },
  {
    "startMs": 600399,
    "text": "can't really change anything. It's not a"
  },
  {
    "startMs": 602399,
    "text": "negotiation, but you can at least be"
  },
  {
    "startMs": 604560,
    "text": "sort of have better information about"
  },
  {
    "startMs": 607040,
    "text": "the contract you're signing. But I also"
  },
  {
    "startMs": 609600,
    "text": "think in the case of you know thinking"
  },
  {
    "startMs": 611760,
    "text": "more decentralized like if you're trying"
  },
  {
    "startMs": 614160,
    "text": "to have contracts without you know some"
  },
  {
    "startMs": 617519,
    "text": "central authority kind of enforcing them"
  },
  {
    "startMs": 620160,
    "text": "and you're trying to maybe do contracts"
  },
  {
    "startMs": 621920,
    "text": "across different countries. Um, thinking"
  },
  {
    "startMs": 625760,
    "text": "about like if you can specify your"
  },
  {
    "startMs": 628640,
    "text": "morals and how you want to like"
  },
  {
    "startMs": 630880,
    "text": "interface, you know, maybe it's just"
  },
  {
    "startMs": 632240,
    "text": "like contracted work, how you want your"
  },
  {
    "startMs": 634720,
    "text": "work to be paid for and and and the"
  },
  {
    "startMs": 637040,
    "text": "different morals surrounding that. And"
  },
  {
    "startMs": 639040,
    "text": "the other party can do the same. And"
  },
  {
    "startMs": 641279,
    "text": "then you both get this kind of stress"
  },
  {
    "startMs": 642959,
    "text": "tested codified contract. And then you"
  },
  {
    "startMs": 646079,
    "text": "can kind of find the the disagreements"
  },
  {
    "startMs": 648399,
    "text": "if there are any and surface them before"
  },
  {
    "startMs": 650399,
    "text": "you agree. And then you can kind of be"
  },
  {
    "startMs": 652880,
    "text": "more confident in the the contract as a"
  },
  {
    "startMs": 655680,
    "text": "whole."
  },
  {
    "startMs": 658640,
    "text": "And the last thing and maybe the kind of"
  },
  {
    "startMs": 660959,
    "text": "more aspirational angle is thinking"
  },
  {
    "startMs": 664399,
    "text": "about smarter government or more"
  },
  {
    "startMs": 666000,
    "text": "efficient government. Um I think there"
  },
  {
    "startMs": 668079,
    "text": "would be a lot of different privacy"
  },
  {
    "startMs": 670160,
    "text": "issues and logistical issues but sort of"
  },
  {
    "startMs": 672640,
    "text": "ignoring those for now and just thinking"
  },
  {
    "startMs": 674720,
    "text": "big picture. I think for voters or"
  },
  {
    "startMs": 677680,
    "text": "constituents, you know, this could be a"
  },
  {
    "startMs": 680160,
    "text": "really interesting way if you you"
  },
  {
    "startMs": 681920,
    "text": "defined your morals, you have this"
  },
  {
    "startMs": 683440,
    "text": "stress- tested legal code, sort of any"
  },
  {
    "startMs": 686079,
    "text": "new bill or politician that comes out,"
  },
  {
    "startMs": 688560,
    "text": "you could kind of run your contract"
  },
  {
    "startMs": 691040,
    "text": "against theirs and surface, you know,"
  },
  {
    "startMs": 693040,
    "text": "what are the the cases you would"
  },
  {
    "startMs": 695040,
    "text": "disagree or or interesting"
  },
  {
    "startMs": 697680,
    "text": "uh points that are kind of immoral to"
  },
  {
    "startMs": 699839,
    "text": "you or or a contradiction. Um, I also"
  },
  {
    "startMs": 704000,
    "text": "think, you know, relating to one"
  },
  {
    "startMs": 706240,
    "text": "another, it's like a more I think we all"
  },
  {
    "startMs": 708720,
    "text": "have a lot of nuance in the way we feel"
  },
  {
    "startMs": 711440,
    "text": "about things and this is a way to kind"
  },
  {
    "startMs": 713440,
    "text": "of get to that nuance instead of arguing"
  },
  {
    "startMs": 716240,
    "text": "over just values which is, you know,"
  },
  {
    "startMs": 718240,
    "text": "often the values are not in"
  },
  {
    "startMs": 720320,
    "text": "contradiction. And then I think maybe a"
  },
  {
    "startMs": 722880,
    "text": "little more practically for legislators,"
  },
  {
    "startMs": 725360,
    "text": "you could imagine um if you want to"
  },
  {
    "startMs": 728079,
    "text": "propose a bill and you can have like a a"
  },
  {
    "startMs": 730720,
    "text": "simulation of all the other legislators"
  },
  {
    "startMs": 733760,
    "text": "and a and a legislative body, you could"
  },
  {
    "startMs": 735680,
    "text": "sort of stress test it before"
  },
  {
    "startMs": 737839,
    "text": "submission. And so the the third branch"
  },
  {
    "startMs": 740880,
    "text": "I've been building on this project is I"
  },
  {
    "startMs": 742880,
    "text": "I tried to do this for the US Senate."
  },
  {
    "startMs": 746480,
    "text": "And so what I did is I first had Claude"
  },
  {
    "startMs": 748880,
    "text": "go through all current US senators and"
  },
  {
    "startMs": 752000,
    "text": "look at, you know, kind of all their"
  },
  {
    "startMs": 754079,
    "text": "voting history and anything else that"
  },
  {
    "startMs": 755920,
    "text": "was public and build their kind of moral"
  },
  {
    "startMs": 758720,
    "text": "system and then ran it through the"
  },
  {
    "startMs": 760160,
    "text": "loophole process to get a codified sort"
  },
  {
    "startMs": 763040,
    "text": "of legal code."
  },
  {
    "startMs": 765200,
    "text": "And then on this system, you can, you"
  },
  {
    "startMs": 767839,
    "text": "know, take any current bill that's being"
  },
  {
    "startMs": 770160,
    "text": "proposed or even propose your own and"
  },
  {
    "startMs": 772320,
    "text": "submit it. And you can have Claude sort"
  },
  {
    "startMs": 774800,
    "text": "of simulate how each senator would vote."
  },
  {
    "startMs": 777279,
    "text": "And so here you can see like a breakdown"
  },
  {
    "startMs": 779040,
    "text": "of um some senators, which way they're"
  },
  {
    "startMs": 781680,
    "text": "leaning and sort of their reasoning"
  },
  {
    "startMs": 783200,
    "text": "behind the vote."
  },
  {
    "startMs": 786160,
    "text": "Um and I think you know it's sort of"
  },
  {
    "startMs": 788959,
    "text": "interesting just to think about like"
  },
  {
    "startMs": 791200,
    "text": "seeing what you know a proposed piece of"
  },
  {
    "startMs": 794000,
    "text": "legislation how people would vote but"
  },
  {
    "startMs": 796480,
    "text": "also this sort of becomes and I think on"
  },
  {
    "startMs": 798720,
    "text": "theme of the conference its own"
  },
  {
    "startMs": 800320,
    "text": "verifiable domain or loop and you could"
  },
  {
    "startMs": 802639,
    "text": "think about even kind of hill climbing"
  },
  {
    "startMs": 804880,
    "text": "the bill towards um getting like a super"
  },
  {
    "startMs": 807760,
    "text": "majority or whatever you need it to"
  },
  {
    "startMs": 809600,
    "text": "pass. And so in this case, like this"
  },
  {
    "startMs": 812000,
    "text": "this Medicare bill I was testing, you"
  },
  {
    "startMs": 814800,
    "text": "know, it found that I think it"
  },
  {
    "startMs": 816639,
    "text": "originally started at like a 5050 vote"
  },
  {
    "startMs": 818880,
    "text": "and it found ways to hill climb the"
  },
  {
    "startMs": 821360,
    "text": "language of the bill such that it passed"
  },
  {
    "startMs": 823120,
    "text": "with um 52 votes. And I think, you know,"
  },
  {
    "startMs": 827279,
    "text": "this is an example of it can find um"
  },
  {
    "startMs": 831839,
    "text": "like the sort of the core tenants of the"
  },
  {
    "startMs": 833600,
    "text": "bill and it can try to find like run the"
  },
  {
    "startMs": 836800,
    "text": "the bill against each senator's contract"
  },
  {
    "startMs": 840160,
    "text": "and find is there any way I can change"
  },
  {
    "startMs": 841760,
    "text": "the language such that I don't violate"
  },
  {
    "startMs": 844160,
    "text": "sort of the core tenants or morals of"
  },
  {
    "startMs": 846079,
    "text": "the bill and kind of do those auto"
  },
  {
    "startMs": 848160,
    "text": "patching that way. And then it can also"
  },
  {
    "startMs": 850639,
    "text": "find um you know kind of rank order the"
  },
  {
    "startMs": 854000,
    "text": "changes that would need to be in place"
  },
  {
    "startMs": 856079,
    "text": "to maximize votes and you as a user can"
  },
  {
    "startMs": 858560,
    "text": "kind of choose the trade-offs that way."
  },
  {
    "startMs": 863360,
    "text": "And then the last thing I I've been"
  },
  {
    "startMs": 865040,
    "text": "trying out more recently with this"
  },
  {
    "startMs": 867199,
    "text": "branch is actually looking at, you know,"
  },
  {
    "startMs": 869680,
    "text": "kind of even bigger picture, like can"
  },
  {
    "startMs": 872880,
    "text": "this lead to an even more efficient of"
  },
  {
    "startMs": 874880,
    "text": "government where you have every sort of"
  },
  {
    "startMs": 877519,
    "text": "constituent in a in a state or whatever"
  },
  {
    "startMs": 880560,
    "text": "the district is sort of have their legal"
  },
  {
    "startMs": 883360,
    "text": "code and then you could just submit any"
  },
  {
    "startMs": 885120,
    "text": "bill and actually measure sort of the"
  },
  {
    "startMs": 887279,
    "text": "agreement between like the the actual"
  },
  {
    "startMs": 889600,
    "text": "voters. And so for this, I took the"
  },
  {
    "startMs": 892320,
    "text": "Nvidia has this really great data set of"
  },
  {
    "startMs": 895199,
    "text": "USA personas. And so I took 500 personas"
  },
  {
    "startMs": 898560,
    "text": "per state and it's supposed to be sort"
  },
  {
    "startMs": 900560,
    "text": "of well representative of the state's"
  },
  {
    "startMs": 902320,
    "text": "population. Did the same process of"
  },
  {
    "startMs": 905040,
    "text": "having them given the persona, draft"
  },
  {
    "startMs": 907199,
    "text": "their morals, draft their sort of legal"
  },
  {
    "startMs": 909680,
    "text": "contract, and then take any bill you're"
  },
  {
    "startMs": 912320,
    "text": "interested in and kind of run it against"
  },
  {
    "startMs": 914240,
    "text": "each state. And you can also, you know,"
  },
  {
    "startMs": 916800,
    "text": "measure how much people like this bill"
  },
  {
    "startMs": 918720,
    "text": "or how much it's in agreement with their"
  },
  {
    "startMs": 920240,
    "text": "morals and then also do this hill"
  },
  {
    "startMs": 922480,
    "text": "climbing where you kind of optimize the"
  },
  {
    "startMs": 924320,
    "text": "bill for the people."
  },
  {
    "startMs": 927600,
    "text": "And so just to conclude, you know, at at"
  },
  {
    "startMs": 930000,
    "text": "minimum, I think it's a pretty fun game."
  },
  {
    "startMs": 932480,
    "text": "I'm biased, but it's a lot of fun to"
  },
  {
    "startMs": 934160,
    "text": "just try out different um you know,"
  },
  {
    "startMs": 936880,
    "text": "things you care about, put in your"
  },
  {
    "startMs": 938399,
    "text": "morals, see if there's any"
  },
  {
    "startMs": 939680,
    "text": "contradictions. you know, often it will"
  },
  {
    "startMs": 941920,
    "text": "raise some really interesting questions"
  },
  {
    "startMs": 943920,
    "text": "and then once you kind of provide that"
  },
  {
    "startMs": 946560,
    "text": "nuance, the game, you know, the the"
  },
  {
    "startMs": 948399,
    "text": "agents won't be able to find any more"
  },
  {
    "startMs": 950639,
    "text": "contradictions and you can kind of feel"
  },
  {
    "startMs": 952320,
    "text": "good that you have like a a consistent"
  },
  {
    "startMs": 954800,
    "text": "nuanced uh moral system. Um, but I I am"
  },
  {
    "startMs": 958560,
    "text": "interested in, you know, exploring could"
  },
  {
    "startMs": 960320,
    "text": "this be are there kind of real"
  },
  {
    "startMs": 961920,
    "text": "applications here for some kind of like"
  },
  {
    "startMs": 964560,
    "text": "decentralized or better contracts and"
  },
  {
    "startMs": 967440,
    "text": "maybe even for legislators as a way to"
  },
  {
    "startMs": 969440,
    "text": "sort of stress test your bills and even"
  },
  {
    "startMs": 972000,
    "text": "think about how to write um better laws"
  },
  {
    "startMs": 974560,
    "text": "that are, you know, better for the"
  },
  {
    "startMs": 976399,
    "text": "people in your district or more"
  },
  {
    "startMs": 977759,
    "text": "representative of what the people in"
  },
  {
    "startMs": 979600,
    "text": "your district want. Um, and so this QR"
  },
  {
    "startMs": 984639,
    "text": "code is to the the Senate simulator. So"
  },
  {
    "startMs": 987040,
    "text": "I encourage you if you're interested to"
  },
  {
    "startMs": 988800,
    "text": "play and um the other one is to my"
  },
  {
    "startMs": 992480,
    "text": "website which has the the full GitHub to"
  },
  {
    "startMs": 994480,
    "text": "loophole um and please you know play"
  },
  {
    "startMs": 997360,
    "text": "with it fork it uh I'd love to have"
  },
  {
    "startMs": 1000160,
    "text": "other contributors. Thank you."
  }
]